Breast Cancer Detection

ITE2006 - Data Mining Techniques - J Component

Group Members:

  • 19BIT0346 - Aashish Bansal
  • 19BIT0260 - Akshat Jain

About the Dataset¶

Features are computed from a digitized image of a fine needle aspirate (FNA) of a breast mass. They describe characteristics of the cell nuclei present in the image. In the 3-dimensional space is that described in: [K. P. Bennett and O. L. Mangasarian: "Robust Linear Programming Discrimination of Two Linearly Inseparable Sets", Optimization Methods and Software 1, 1992, 23-34].

Link to UCI Machine Learning Repository for Dataset: https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Diagnostic%29

Attribute Information:

  1. ID number
  2. Diagnosis (M = malignant, B = benign)
  3. Ten real-valued features are computed for each cell nucleus:

    1. radius (mean of distances from center to points on the perimeter)
    2. texture (standard deviation of gray-scale values)
    3. perimeter
    4. area
    5. smoothness (local variation in radius lengths)
    6. compactness (perimeter^2 / area - 1.0)
    7. concavity (severity of concave portions of the contour)
    8. concave points (number of concave portions of the contour)
    9. symmetry
    10. fractal dimension ("coastline approximation" - 1)

The mean, standard error and "worst" or largest (mean of the three largest values) of these features were computed for each image, resulting in 30 features. For instance, field 3 is Mean Radius, field 13 is Radius SE, field 23 is Worst Radius.

All feature values are recoded with four significant digits.

Missing attribute values: None

Class distribution:

  • Benign - 357
  • Malignant - 212

Importing the Libraries¶

In [1]:
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import scipy as sp
import warnings
import os 
warnings.filterwarnings("ignore")
import datetime

Loading the Dataset¶

Reading the CSV File¶

In [2]:
df=pd.read_csv('breast_cancer.csv')

Display of Records¶

In [3]:
df.head()      #displaying the head of dataset
Out[3]:
id diagnosis radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean concave points_mean ... texture_worst perimeter_worst area_worst smoothness_worst compactness_worst concavity_worst concave points_worst symmetry_worst fractal_dimension_worst Unnamed: 32
0 842302 M 17.99 10.38 122.80 1001.0 0.11840 0.27760 0.3001 0.14710 ... 17.33 184.60 2019.0 0.1622 0.6656 0.7119 0.2654 0.4601 0.11890 NaN
1 842517 M 20.57 17.77 132.90 1326.0 0.08474 0.07864 0.0869 0.07017 ... 23.41 158.80 1956.0 0.1238 0.1866 0.2416 0.1860 0.2750 0.08902 NaN
2 84300903 M 19.69 21.25 130.00 1203.0 0.10960 0.15990 0.1974 0.12790 ... 25.53 152.50 1709.0 0.1444 0.4245 0.4504 0.2430 0.3613 0.08758 NaN
3 84348301 M 11.42 20.38 77.58 386.1 0.14250 0.28390 0.2414 0.10520 ... 26.50 98.87 567.7 0.2098 0.8663 0.6869 0.2575 0.6638 0.17300 NaN
4 84358402 M 20.29 14.34 135.10 1297.0 0.10030 0.13280 0.1980 0.10430 ... 16.67 152.20 1575.0 0.1374 0.2050 0.4000 0.1625 0.2364 0.07678 NaN

5 rows × 33 columns

Shape of the Dataset¶

In [4]:
df.shape       
Out[4]:
(569, 33)

Columns in the Dataset¶

In [5]:
data_columns = df.columns     #displaying the columns of dataset
In [6]:
data_columns
Out[6]:
Index(['id', 'diagnosis', 'radius_mean', 'texture_mean', 'perimeter_mean',
       'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean',
       'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean',
       'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se',
       'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se',
       'fractal_dimension_se', 'radius_worst', 'texture_worst',
       'perimeter_worst', 'area_worst', 'smoothness_worst',
       'compactness_worst', 'concavity_worst', 'concave points_worst',
       'symmetry_worst', 'fractal_dimension_worst', 'Unnamed: 32'],
      dtype='object')

Checking the meta information about the Data¶

In [7]:
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 569 entries, 0 to 568
Data columns (total 33 columns):
 #   Column                   Non-Null Count  Dtype  
---  ------                   --------------  -----  
 0   id                       569 non-null    int64  
 1   diagnosis                569 non-null    object 
 2   radius_mean              569 non-null    float64
 3   texture_mean             569 non-null    float64
 4   perimeter_mean           569 non-null    float64
 5   area_mean                569 non-null    float64
 6   smoothness_mean          569 non-null    float64
 7   compactness_mean         569 non-null    float64
 8   concavity_mean           569 non-null    float64
 9   concave points_mean      569 non-null    float64
 10  symmetry_mean            569 non-null    float64
 11  fractal_dimension_mean   569 non-null    float64
 12  radius_se                569 non-null    float64
 13  texture_se               569 non-null    float64
 14  perimeter_se             569 non-null    float64
 15  area_se                  569 non-null    float64
 16  smoothness_se            569 non-null    float64
 17  compactness_se           569 non-null    float64
 18  concavity_se             569 non-null    float64
 19  concave points_se        569 non-null    float64
 20  symmetry_se              569 non-null    float64
 21  fractal_dimension_se     569 non-null    float64
 22  radius_worst             569 non-null    float64
 23  texture_worst            569 non-null    float64
 24  perimeter_worst          569 non-null    float64
 25  area_worst               569 non-null    float64
 26  smoothness_worst         569 non-null    float64
 27  compactness_worst        569 non-null    float64
 28  concavity_worst          569 non-null    float64
 29  concave points_worst     569 non-null    float64
 30  symmetry_worst           569 non-null    float64
 31  fractal_dimension_worst  569 non-null    float64
 32  Unnamed: 32              0 non-null      float64
dtypes: float64(31), int64(1), object(1)
memory usage: 146.8+ KB
In [8]:
df.describe(percentiles=[0.1,0.25,0.45,0.55,0.75,0.95])      #description of dataset 
Out[8]:
id radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean concave points_mean symmetry_mean ... texture_worst perimeter_worst area_worst smoothness_worst compactness_worst concavity_worst concave points_worst symmetry_worst fractal_dimension_worst Unnamed: 32
count 5.690000e+02 569.000000 569.000000 569.000000 569.000000 569.000000 569.000000 569.000000 569.000000 569.000000 ... 569.000000 569.000000 569.000000 569.000000 569.000000 569.000000 569.000000 569.000000 569.000000 0.0
mean 3.037183e+07 14.127292 19.289649 91.969033 654.889104 0.096360 0.104341 0.088799 0.048919 0.181162 ... 25.677223 107.261213 880.583128 0.132369 0.254265 0.272188 0.114606 0.290076 0.083946 NaN
std 1.250206e+08 3.524049 4.301036 24.298981 351.914129 0.014064 0.052813 0.079720 0.038803 0.027414 ... 6.146258 33.602542 569.356993 0.022832 0.157336 0.208624 0.065732 0.061867 0.018061 NaN
min 8.670000e+03 6.981000 9.710000 43.790000 143.500000 0.052630 0.019380 0.000000 0.000000 0.106000 ... 12.020000 50.410000 185.200000 0.071170 0.027290 0.000000 0.000000 0.156500 0.055040 NaN
10% 8.531554e+05 10.260000 14.078000 65.830000 321.600000 0.079654 0.049700 0.013686 0.011158 0.149580 ... 17.800000 72.178000 384.720000 0.102960 0.093676 0.045652 0.038460 0.226120 0.065792 NaN
25% 8.692180e+05 11.700000 16.170000 75.170000 420.300000 0.086370 0.064920 0.029560 0.020310 0.161900 ... 21.080000 84.110000 515.300000 0.116600 0.147200 0.114500 0.064930 0.250400 0.071460 NaN
45% 9.013102e+05 12.996000 18.342000 84.066000 518.280000 0.094034 0.085074 0.052838 0.029998 0.175620 ... 24.632000 94.352000 633.620000 0.128900 0.199100 0.193380 0.091348 0.275760 0.078160 NaN
50% 9.060240e+05 13.370000 18.840000 86.240000 551.100000 0.095870 0.092630 0.061540 0.033500 0.179200 ... 25.410000 97.660000 686.500000 0.131300 0.211900 0.226700 0.099930 0.282200 0.080040 NaN
55% 9.115064e+05 13.694000 19.362000 88.370000 578.060000 0.097734 0.101740 0.071450 0.040196 0.181840 ... 26.008000 101.200000 726.860000 0.134700 0.231260 0.256000 0.109600 0.287140 0.081740 NaN
75% 8.813129e+06 15.780000 21.800000 104.100000 782.700000 0.105300 0.130400 0.130700 0.074000 0.195700 ... 29.720000 125.400000 1084.000000 0.146000 0.339100 0.382900 0.161400 0.317900 0.092080 NaN
95% 9.042446e+07 20.576000 27.150000 135.820000 1309.800000 0.118780 0.208700 0.243020 0.125740 0.230720 ... 36.300000 171.640000 2009.600000 0.171840 0.564120 0.682380 0.236920 0.406160 0.119520 NaN
max 9.113205e+08 28.110000 39.280000 188.500000 2501.000000 0.163400 0.345400 0.426800 0.201200 0.304000 ... 49.540000 251.200000 4254.000000 0.222600 1.058000 1.252000 0.291000 0.663800 0.207500 NaN

12 rows × 32 columns

Visualizing the Data¶

Radius Mean Vs. Perimeter Mean¶

In [9]:
plt.plot(df['radius_mean'], df['perimeter_mean'])
plt.show()

Visualizing the Percentage Missing Value from Dataset¶

In [10]:
((df.isnull().sum()/len(df))*100).sort_values(ascending=True).plot(kind='barh',figsize=(10,10))
plt.grid(b=True, which='both')

Count of Cancer Type¶

In [11]:
df['diagnosis'].value_counts().plot(kind='barh', figsize=(10,10))
plt.grid(b=True, which='both')
In [12]:
plt.rcParams['figure.figsize'] = (9, 9)
labels=['Benign','Malign']
plt.pie(df['diagnosis'].value_counts(), explode=(0,0.1), labels=labels,autopct='%1.1f%%', shadow=True)
plt.title('diagnosis ', fontsize = 20)
plt.axis('off')
plt.legend()
plt.show()

Exploratory Data Analysis¶

Checking for Missing Values¶

In [13]:
#To find the missing value in dataset
for i in df.columns:
    null_rate=df[i].isnull().sum()/len(df)
    if null_rate>0:
        print("{}'s null rate {} %'".format(i, round(null_rate,2)))
Unnamed: 32's null rate 1.0 %'
In [14]:
df.head()
Out[14]:
id diagnosis radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean concave points_mean ... texture_worst perimeter_worst area_worst smoothness_worst compactness_worst concavity_worst concave points_worst symmetry_worst fractal_dimension_worst Unnamed: 32
0 842302 M 17.99 10.38 122.80 1001.0 0.11840 0.27760 0.3001 0.14710 ... 17.33 184.60 2019.0 0.1622 0.6656 0.7119 0.2654 0.4601 0.11890 NaN
1 842517 M 20.57 17.77 132.90 1326.0 0.08474 0.07864 0.0869 0.07017 ... 23.41 158.80 1956.0 0.1238 0.1866 0.2416 0.1860 0.2750 0.08902 NaN
2 84300903 M 19.69 21.25 130.00 1203.0 0.10960 0.15990 0.1974 0.12790 ... 25.53 152.50 1709.0 0.1444 0.4245 0.4504 0.2430 0.3613 0.08758 NaN
3 84348301 M 11.42 20.38 77.58 386.1 0.14250 0.28390 0.2414 0.10520 ... 26.50 98.87 567.7 0.2098 0.8663 0.6869 0.2575 0.6638 0.17300 NaN
4 84358402 M 20.29 14.34 135.10 1297.0 0.10030 0.13280 0.1980 0.10430 ... 16.67 152.20 1575.0 0.1374 0.2050 0.4000 0.1625 0.2364 0.07678 NaN

5 rows × 33 columns

Finding Correlations¶

In [15]:
plt.figure(figsize=(10,10))
sns.kdeplot(df['radius_mean'], hue=df['diagnosis'],shade=True, legend=True)
plt.show()

sns.boxenplot(x=df['diagnosis'], y=df['radius_mean'], hue=df['diagnosis'])
plt.show()
In [16]:
plt.figure(figsize=(10,10))
plt.subplot(2,1,1)
sns.kdeplot(x=df['radius_mean'],hue=df['diagnosis'], shade=True, vertical=False, kernel=str, gridsize=100, legend=True,
           shade_lowest=True,cbar=True)
plt.title("Radius vs Diagnonis")
#plt.xlabel("Counts")
plt.show()

plt.subplot(2,1,2)
sns.boxenplot(y=df['radius_mean'],x=df['diagnosis'])
plt.title("Boxenplot")
#plt.xlabel("Counts")
plt.show()

Finding the Useful Features¶

In [17]:
#Visualization
# it is important to see the counts of different type of cancer
#Pairplot helps to plot among the most useful feature
cols=['diagnosis','radius_mean', 'texture_mean', 'perimeter_mean',
       'area_mean','smoothness_mean', 'compactness_mean', 'concavity_mean',
       'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean']
plt.figure(figsize=(10,10))
sns.pairplot(data=df[cols],hue='diagnosis', palette='RdBu')
Out[17]:
<seaborn.axisgrid.PairGrid at 0x2274e69b0d0>
<Figure size 720x720 with 0 Axes>
In [18]:
# Heatmap to find the most correlated features
#generate the corellation matrix 
# Generate and visualize the correlation matrix
corr = df.corr().round(2)

# Mask for the upper triangle
mask = np.zeros_like(corr, dtype=np.bool)
mask[np.triu_indices_from(mask)] = True

# Set figure size
f, ax = plt.subplots(figsize=(20, 20))

# Define custom colormap
cmap = sns.diverging_palette(220, 10, as_cmap=True)

# Draw the heatmap
sns.heatmap(corr, mask=mask, cmap=cmap, vmin=-1, vmax=1, center=0,
            square=True, linewidths=.5, cbar_kws={"shrink": .5}, annot=True)

plt.tight_layout()

Dropping Less Important Features¶

In [19]:
#Dropping less important feature
#dropping all "worst" columns
cols = ['radius_worst', 
        'texture_worst', 
        'perimeter_worst', 
        'area_worst', 
        'smoothness_worst', 
        'compactness_worst', 
        'concavity_worst',
        'concave points_worst', 
        'symmetry_worst', 
        'fractal_dimension_worst']

df=df.drop(cols, axis=1)
In [20]:
# then, drop all columns related to the "perimeter" and "area" attributes
cols = ['perimeter_mean',
        'perimeter_se', 
        'area_mean', 
        'area_se']

df=df.drop(cols, axis=1)
In [21]:
# lastly, drop all columns related to the "concavity" and "concave points" attributes
cols = ['concavity_mean',
        'concavity_se', 
        'concave points_mean', 
        'concave points_se']
df = df.drop(cols, axis=1)

Remaining Columns¶

In [22]:
df.columns
Out[22]:
Index(['id', 'diagnosis', 'radius_mean', 'texture_mean', 'smoothness_mean',
       'compactness_mean', 'symmetry_mean', 'fractal_dimension_mean',
       'radius_se', 'texture_se', 'smoothness_se', 'compactness_se',
       'symmetry_se', 'fractal_dimension_se', 'Unnamed: 32'],
      dtype='object')

Correlations of Remaining Features¶

In [23]:
#Correlation Matrix for the most important features
# Generate and visualize the correlation matrix
corr = df.corr().round(2)

# Mask for the upper triangle
mask = np.zeros_like(corr, dtype=np.bool)
mask[np.triu_indices_from(mask)] = True

# Set figure size
f, ax = plt.subplots(figsize=(20, 20))

# Define custom colormap
cmap = sns.diverging_palette(220, 10, as_cmap=True)

# Draw the heatmap
sns.heatmap(corr, mask=mask, cmap=cmap, vmin=-1, vmax=1, center=0,
            square=True, linewidths=.5, cbar_kws={"shrink": .5}, annot=True)

plt.tight_layout()
In [24]:
data=pd.read_csv('breast_cancer.csv')
data.drop('Unnamed: 32', axis = 1, inplace = True)

TRAINING AND TESTING DATA¶

In [25]:
# Getting Features
x = data.drop(columns = 'diagnosis')

# Getting Predicting Value
y = data['diagnosis']
In [26]:
print(x)
print(y)
           id  radius_mean  texture_mean  perimeter_mean  area_mean  \
0      842302        17.99         10.38          122.80     1001.0   
1      842517        20.57         17.77          132.90     1326.0   
2    84300903        19.69         21.25          130.00     1203.0   
3    84348301        11.42         20.38           77.58      386.1   
4    84358402        20.29         14.34          135.10     1297.0   
..        ...          ...           ...             ...        ...   
564    926424        21.56         22.39          142.00     1479.0   
565    926682        20.13         28.25          131.20     1261.0   
566    926954        16.60         28.08          108.30      858.1   
567    927241        20.60         29.33          140.10     1265.0   
568     92751         7.76         24.54           47.92      181.0   

     smoothness_mean  compactness_mean  concavity_mean  concave points_mean  \
0            0.11840           0.27760         0.30010              0.14710   
1            0.08474           0.07864         0.08690              0.07017   
2            0.10960           0.15990         0.19740              0.12790   
3            0.14250           0.28390         0.24140              0.10520   
4            0.10030           0.13280         0.19800              0.10430   
..               ...               ...             ...                  ...   
564          0.11100           0.11590         0.24390              0.13890   
565          0.09780           0.10340         0.14400              0.09791   
566          0.08455           0.10230         0.09251              0.05302   
567          0.11780           0.27700         0.35140              0.15200   
568          0.05263           0.04362         0.00000              0.00000   

     symmetry_mean  ...  radius_worst  texture_worst  perimeter_worst  \
0           0.2419  ...        25.380          17.33           184.60   
1           0.1812  ...        24.990          23.41           158.80   
2           0.2069  ...        23.570          25.53           152.50   
3           0.2597  ...        14.910          26.50            98.87   
4           0.1809  ...        22.540          16.67           152.20   
..             ...  ...           ...            ...              ...   
564         0.1726  ...        25.450          26.40           166.10   
565         0.1752  ...        23.690          38.25           155.00   
566         0.1590  ...        18.980          34.12           126.70   
567         0.2397  ...        25.740          39.42           184.60   
568         0.1587  ...         9.456          30.37            59.16   

     area_worst  smoothness_worst  compactness_worst  concavity_worst  \
0        2019.0           0.16220            0.66560           0.7119   
1        1956.0           0.12380            0.18660           0.2416   
2        1709.0           0.14440            0.42450           0.4504   
3         567.7           0.20980            0.86630           0.6869   
4        1575.0           0.13740            0.20500           0.4000   
..          ...               ...                ...              ...   
564      2027.0           0.14100            0.21130           0.4107   
565      1731.0           0.11660            0.19220           0.3215   
566      1124.0           0.11390            0.30940           0.3403   
567      1821.0           0.16500            0.86810           0.9387   
568       268.6           0.08996            0.06444           0.0000   

     concave points_worst  symmetry_worst  fractal_dimension_worst  
0                  0.2654          0.4601                  0.11890  
1                  0.1860          0.2750                  0.08902  
2                  0.2430          0.3613                  0.08758  
3                  0.2575          0.6638                  0.17300  
4                  0.1625          0.2364                  0.07678  
..                    ...             ...                      ...  
564                0.2216          0.2060                  0.07115  
565                0.1628          0.2572                  0.06637  
566                0.1418          0.2218                  0.07820  
567                0.2650          0.4087                  0.12400  
568                0.0000          0.2871                  0.07039  

[569 rows x 31 columns]
0      M
1      M
2      M
3      M
4      M
      ..
564    M
565    M
566    M
567    M
568    B
Name: diagnosis, Length: 569, dtype: object
In [27]:
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train,x_test,y_train,y_test = train_test_split(x,y,test_size=0.2,random_state=0)
In [28]:
print(len(x_train))
455
In [29]:
print(len(x_test))
114
In [30]:
print(len(y_train))
455
In [31]:
print(len(y_test))
114

MODELS¶

1. Logistic Regression¶

In [32]:
from sklearn.linear_model import LogisticRegression
reg = LogisticRegression()
reg.fit(x_train,y_train)                         
Out[32]:
LogisticRegression()
In [33]:
y_pred=reg.predict(x_test)
from sklearn.metrics import accuracy_score,classification_report,confusion_matrix,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",reg.score(x_train,y_train)*100)
              precision    recall  f1-score   support

           B       0.59      1.00      0.74        67
           M       0.00      0.00      0.00        47

    accuracy                           0.59       114
   macro avg       0.29      0.50      0.37       114
weighted avg       0.35      0.59      0.44       114

[[67  0]
 [47  0]]
Training Score:  63.73626373626373
In [34]:
data = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred})
data
Out[34]:
Actual Predicted
512 M B
457 B B
439 B B
298 B B
37 B B
... ... ...
213 M B
519 B B
432 M B
516 M B
500 B B

114 rows × 2 columns

In [35]:
print(accuracy_score(y_test,y_pred)*100)
58.77192982456141

So we get a accuracy score of 58.7 % using logistic regression

In [36]:
y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)
(array([  0,  15,  17,  18,  19,  20,  21,  24,  27,  29,  31,  33,  35,
        37,  39,  40,  42,  45,  49,  50,  51,  52,  59,  60,  61,  64,
        66,  67,  68,  71,  73,  74,  80,  81,  82,  84,  88,  89,  91,
        93,  96, 104, 106, 108, 109, 111, 112], dtype=int64),)
In [37]:
#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
    d=x_train.iloc[j,0]
    misclassified_data.append(d)
In [38]:
len(misclassified_data[0])
Out[38]:
47
In [39]:
#view DataFrame
misclassified_data
Out[39]:
[338      897880
 550      923748
 185      874158
 306       89344
 208     8810158
 242      883852
 313      893988
 236    88299702
 76      8610629
 293      891703
 565      926682
 489      913535
 357      901028
 112       86409
 526    91813701
 206      879804
 437      909220
 392      903507
 441      909445
 137      868682
 230      881972
 7      84458202
 155     8711003
 186      874217
 101      862722
 153       87106
 30       853401
 531    91903901
 49       857156
 299      892399
 502       91505
 56       857637
 320      894604
 252      885429
 202      878796
 240    88350402
 261      888264
 339       89812
 276     8911230
 505      915276
 154     8711002
 262      888570
 229      881861
 171       87163
 454      911202
 158      871122
 415      905686
 Name: id, dtype: int64]
In [40]:
print(misclassified_data[0])
print(type(misclassified_data))
338      897880
550      923748
185      874158
306       89344
208     8810158
242      883852
313      893988
236    88299702
76      8610629
293      891703
565      926682
489      913535
357      901028
112       86409
526    91813701
206      879804
437      909220
392      903507
441      909445
137      868682
230      881972
7      84458202
155     8711003
186      874217
101      862722
153       87106
30       853401
531    91903901
49       857156
299      892399
502       91505
56       857637
320      894604
252      885429
202      878796
240    88350402
261      888264
339       89812
276     8911230
505      915276
154     8711002
262      888570
229      881861
171       87163
454      911202
158      871122
415      905686
Name: id, dtype: int64
<class 'list'>
In [41]:
df_new = []
In [42]:
# for j in misclassified_data[0]:
#     print(j)
#     print("========================")
#     #     for i in misclassified_data[0]:
#     df_new.append(df[df['id']==misclassified_data[0]])
#     print(df_new)
#     print("+++++++++++++++++++++++++++++++")
#     print("+++++++++++++++++++++++++++++++")
# #     df_new.append(df[df['id']==j])
In [43]:
# ORIGINAL WORKING
for j in misclassified_data[0]:
    print(j)
    print("========================")
for i in misclassified_data[0]:
    df_new.append(df[df['id']==i])
    print(df_new)
    print("+++++++++++++++++++++++++++++++")
    print("+++++++++++++++++++++++++++++++")
#     df_new.append(df[df['id']==j])
897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
415  905686         B        11.89         21.17          0.09773   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
415            0.0812         0.2019                  0.0629     0.2747   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
415       1.203       0.009895         0.03053      0.02258   

     fractal_dimension_se  Unnamed: 32  
415              0.002272          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
In [44]:
df_new
Out[44]:
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]
In [45]:
df_new
Out[45]:
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]
In [46]:
# CONVERTING A LIST INTO DATAFRAME
# mds=pd.Series(df_new,index=df.columns)
# df1=pd.DataFrame()
# df1=df1.append(mds,ignore_index=True)
In [47]:
df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
In [48]:
df1
Out[48]:
id diagnosis radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 897880 B 10.05 17.53 0.1007 0.07326 0.189 0.06331 0.2619 2.015 0.007803 0.01449 0.021 0.002778 NaN
1 923748 B 10.86 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.304 0.009579 0.01104 0.03004 0.002228 NaN
2 874158 B 10.08 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.268 0.01439 0.012 0.02538 0.00347 NaN
3 89344 B 13.2 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 8810158 B 13.11 22.54 0.1002 0.1483 0.185 0.0731 0.1931 0.9223 0.005251 0.03041 0.02514 0.004198 NaN
5 883852 B 11.3 18.19 0.09592 0.1325 0.2054 0.07669 0.2428 1.642 0.006663 0.05914 0.01995 0.008675 NaN
6 893988 B 11.54 10.72 0.08597 0.05969 0.1833 0.061 0.1312 0.3602 0.004124 0.0134 0.02032 0.001952 NaN
7 88299702 M 23.21 26.97 0.09509 0.1682 0.1909 0.06309 1.058 0.9635 0.006428 0.02863 0.0159 0.003053 NaN
8 8610629 B 13.53 10.94 0.1291 0.1047 0.2403 0.06641 0.4101 1.014 0.0134 0.02839 0.02572 0.006164 NaN
9 891703 B 11.85 17.46 0.08372 0.05642 0.1875 0.05715 0.207 1.238 0.007595 0.015 0.01792 0.001784 NaN
10 926682 M 20.13 28.25 0.0978 0.1034 0.1752 0.05533 0.7655 2.463 0.005769 0.02423 0.01898 0.002498 NaN
11 913535 M 16.69 20.2 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.01446 0.01961 0.0017 NaN
12 901028 B 13.87 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.363 0.005638 0.007939 0.01544 0.002087 NaN
13 86409 B 14.26 19.65 0.07837 0.2233 0.1704 0.07769 0.3628 1.49 0.005298 0.07446 0.02566 0.01298 NaN
14 91813701 B 13.46 18.75 0.1075 0.1138 0.1723 0.06317 0.1998 0.6068 0.004413 0.01443 0.01354 0.001787 NaN
15 879804 B 9.876 17.27 0.1089 0.07232 0.1934 0.06285 0.2137 1.342 0.009719 0.01249 0.0221 0.002472 NaN
16 909220 B 14.04 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.046 0.007976 0.01295 0.02005 0.00283 NaN
17 903507 M 15.49 19.97 0.116 0.1562 0.1929 0.06744 0.647 1.331 0.007269 0.02928 0.01852 0.004232 NaN
18 909445 M 17.27 25.42 0.08331 0.1109 0.1467 0.05407 0.51 1.679 0.008109 0.04308 0.01594 0.003739 NaN
19 868682 B 11.43 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.01521 0.01501 0.001588 NaN
20 881972 M 17.05 19.08 0.1141 0.1572 0.2131 0.06325 0.2959 0.679 0.005532 0.02008 0.01177 0.002336 NaN
21 84458202 M 13.71 20.83 0.1189 0.1645 0.2196 0.07451 0.5835 1.377 0.008805 0.03029 0.01486 0.005412 NaN
22 8711003 B 12.25 17.94 0.08654 0.06679 0.197 0.06228 0.22 0.9823 0.005518 0.01562 0.01799 0.002484 NaN
23 874217 M 18.31 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 862722 B 6.981 13.43 0.117 0.07568 0.193 0.07818 0.2241 1.508 0.01019 0.01084 0.02659 0.0041 NaN
25 87106 B 11.15 13.08 0.09754 0.05113 0.183 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 853401 M 18.63 25.11 0.1064 0.1887 0.2183 0.06197 0.8307 1.466 0.006248 0.03374 0.02007 0.00456 NaN
27 91903901 B 11.67 20.02 0.1016 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.01727 0.01449 0.002671 NaN
28 857156 B 13.49 22.3 0.08752 0.07698 0.1809 0.05718 0.2338 1.353 0.004455 0.01382 0.01641 0.001956 NaN
29 892399 B 10.51 23.09 0.1015 0.06797 0.1695 0.06556 0.2868 1.143 0.01017 0.01443 0.03464 0.001971 NaN
30 91505 B 12.54 16.32 0.1158 0.1085 0.1943 0.06612 0.2577 1.095 0.009702 0.01567 0.02801 0.00248 NaN
31 857637 M 19.21 18.57 0.1053 0.1267 0.1917 0.05961 0.7275 1.193 0.006458 0.02306 0.01852 0.002608 NaN
32 894604 B 10.25 16.18 0.1061 0.1111 0.1743 0.07279 0.3677 1.471 0.01049 0.04265 0.02719 0.007596 NaN
33 885429 M 19.73 19.82 0.1062 0.1849 0.1733 0.06697 0.7661 0.78 0.008482 0.05057 0.01467 0.007259 NaN
34 878796 M 23.29 26.67 0.1141 0.2084 0.22 0.06229 0.5539 1.56 0.009327 0.05121 0.02175 0.005195 NaN
35 88350402 B 13.64 15.6 0.09423 0.0663 0.1717 0.0566 0.3242 0.6612 0.00647 0.01248 0.01898 0.001794 NaN
36 888264 M 17.35 23.06 0.08662 0.0629 0.1564 0.05307 0.4007 1.317 0.005726 0.01106 0.01411 0.001578 NaN
37 89812 M 23.51 24.27 0.1069 0.1283 0.1797 0.05506 1.009 0.9245 0.006292 0.01971 0.01479 0.003118 NaN
38 8911230 B 11.33 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.28 0.008426 0.008998 0.02358 0.001627 NaN
39 915276 B 9.676 13.14 0.1255 0.2204 0.2057 0.09575 0.2744 1.39 0.02177 0.04888 0.02632 0.01148 NaN
40 8711002 B 13.15 15.34 0.09384 0.08498 0.1822 0.06207 0.271 0.7927 0.008584 0.02017 0.02769 0.003479 NaN
41 888570 M 17.29 22.13 0.08999 0.1273 0.2108 0.05464 0.8348 1.633 0.006717 0.05981 0.02747 0.005838 NaN
42 881861 M 12.83 22.33 0.1088 0.1799 0.2123 0.07254 0.3061 1.069 0.006983 0.03858 0.0168 0.005617 NaN
43 87163 M 13.43 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.147 0.006003 0.01063 0.0152 0.001868 NaN
44 911202 B 12.62 17.15 0.08583 0.0543 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 871122 B 12.06 12.74 0.09311 0.05241 0.159 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.00253 NaN
46 905686 B 11.89 21.17 0.09773 0.0812 0.2019 0.0629 0.2747 1.203 0.009895 0.03053 0.02258 0.002272 NaN
In [49]:
# saving the dataframe
df1.to_csv('Misclassified_Results_of_LR_Model.csv')
In [50]:
len(df_new)
Out[50]:
47
In [51]:
np.reshape(df_new,[47,1,15])
Out[51]:
array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
         0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],

       [[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
         0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],

       [[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
         0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],

       [[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
         0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],

       [[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
         0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],

       [[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
         0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],

       [[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
         0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],

       [[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
         1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],

       [[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
         0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],

       [[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
         0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],

       [[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
         0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],

       [[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
         0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],

       [[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
         0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],

       [[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
         0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],

       [[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
         0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],

       [[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
         0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],

       [[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
         0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],

       [[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
         0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],

       [[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
         0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],

       [[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
         0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],

       [[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
         0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],

       [[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
         0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],

       [[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
         0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],

       [[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
         0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],

       [[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
         0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],

       [[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
         0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],

       [[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
         0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],

       [[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
         0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],

       [[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
         0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],

       [[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
         0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],

       [[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
         0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],

       [[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
         0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],

       [[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
         0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],

       [[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
         0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],

       [[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
         0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],

       [[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
         0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],

       [[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
         0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],

       [[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
         1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],

       [[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
         0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],

       [[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
         0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],

       [[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
         0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],

       [[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
         0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],

       [[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
         0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],

       [[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
         0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],

       [[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
         0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],

       [[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
         0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],

       [[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
         0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
      dtype=object)
In [52]:
len(df_new)
Out[52]:
47
In [53]:
from sklearn.model_selection import GridSearchCV
param = {
         'penalty':['l1','l2'],
         'C':[0.001, 0.01, 0.1, 1, 10, 20,100, 1000]
}
lr= LogisticRegression(penalty='l1')            #Lasso Regression
cv=GridSearchCV(lr,param,cv=5,n_jobs=-1)
cv.fit(x_train,y_train)
cv.predict(x_test)
Out[53]:
array(['B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B'], dtype=object)

Logistic Regression with hyperparameter optimisation

In [54]:
print("Best CV score", cv.best_score_*100)
Best CV score 63.73626373626373

2. Naive Bayes¶

In [55]:
from sklearn.naive_bayes import GaussianNB
gnb = GaussianNB()
gnb.fit(x_train,y_train)
Out[55]:
GaussianNB()
In [56]:
y_pred=gnb.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print(accuracy_score(y_test,y_pred))
print("Training Score: ",gnb.score(x_train,y_train)*100)
print(gnb.score(x_test,y_test))
              precision    recall  f1-score   support

           B       0.59      0.99      0.74        67
           M       0.67      0.04      0.08        47

    accuracy                           0.60       114
   macro avg       0.63      0.51      0.41       114
weighted avg       0.62      0.60      0.47       114

[[66  1]
 [45  2]]
0.5964912280701754
Training Score:  63.29670329670329
0.5964912280701754

So we get a accuracy score of 63.29 % using Naive Bayes

In [57]:
data = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred})
data
Out[57]:
Actual Predicted
512 M B
457 B B
439 B B
298 B B
37 B B
... ... ...
213 M M
519 B B
432 M B
516 M B
500 B B

114 rows × 2 columns

In [58]:
y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)
(array([  0,  15,  17,  18,  19,  20,  21,  24,  27,  29,  31,  33,  35,
        37,  39,  40,  42,  45,  49,  50,  51,  52,  59,  60,  61,  64,
        66,  67,  68,  71,  73,  74,  80,  81,  82,  84,  88,  89,  91,
        93,  96, 104, 106, 108, 109, 111, 112], dtype=int64),)
In [59]:
#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
    d=x_train.iloc[j,0]
    misclassified_data.append(d)
In [60]:
len(misclassified_data[0])
Out[60]:
47
In [61]:
#view DataFrame
misclassified_data
Out[61]:
[338      897880
 550      923748
 185      874158
 306       89344
 208     8810158
 242      883852
 313      893988
 236    88299702
 76      8610629
 293      891703
 565      926682
 489      913535
 357      901028
 112       86409
 526    91813701
 206      879804
 437      909220
 392      903507
 441      909445
 137      868682
 230      881972
 7      84458202
 155     8711003
 186      874217
 101      862722
 153       87106
 30       853401
 531    91903901
 49       857156
 299      892399
 502       91505
 56       857637
 320      894604
 252      885429
 202      878796
 240    88350402
 261      888264
 339       89812
 276     8911230
 505      915276
 154     8711002
 262      888570
 229      881861
 171       87163
 454      911202
 158      871122
 415      905686
 Name: id, dtype: int64]
In [62]:
print(misclassified_data[0])
print(type(misclassified_data))
338      897880
550      923748
185      874158
306       89344
208     8810158
242      883852
313      893988
236    88299702
76      8610629
293      891703
565      926682
489      913535
357      901028
112       86409
526    91813701
206      879804
437      909220
392      903507
441      909445
137      868682
230      881972
7      84458202
155     8711003
186      874217
101      862722
153       87106
30       853401
531    91903901
49       857156
299      892399
502       91505
56       857637
320      894604
252      885429
202      878796
240    88350402
261      888264
339       89812
276     8911230
505      915276
154     8711002
262      888570
229      881861
171       87163
454      911202
158      871122
415      905686
Name: id, dtype: int64
<class 'list'>
In [63]:
df_new = []
In [64]:
# ORIGINAL WORKING
for j in misclassified_data[0]:
    print(j)
    print("========================")
for i in misclassified_data[0]:
    df_new.append(df[df['id']==i])
    print(df_new)
    print("+++++++++++++++++++++++++++++++")
    print("+++++++++++++++++++++++++++++++")
#     df_new.append(df[df['id']==j])
897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
415  905686         B        11.89         21.17          0.09773   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
415            0.0812         0.2019                  0.0629     0.2747   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
415       1.203       0.009895         0.03053      0.02258   

     fractal_dimension_se  Unnamed: 32  
415              0.002272          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
In [65]:
df_new
Out[65]:
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]
In [66]:
df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1
Out[66]:
id diagnosis radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 897880 B 10.05 17.53 0.1007 0.07326 0.189 0.06331 0.2619 2.015 0.007803 0.01449 0.021 0.002778 NaN
1 923748 B 10.86 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.304 0.009579 0.01104 0.03004 0.002228 NaN
2 874158 B 10.08 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.268 0.01439 0.012 0.02538 0.00347 NaN
3 89344 B 13.2 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 8810158 B 13.11 22.54 0.1002 0.1483 0.185 0.0731 0.1931 0.9223 0.005251 0.03041 0.02514 0.004198 NaN
5 883852 B 11.3 18.19 0.09592 0.1325 0.2054 0.07669 0.2428 1.642 0.006663 0.05914 0.01995 0.008675 NaN
6 893988 B 11.54 10.72 0.08597 0.05969 0.1833 0.061 0.1312 0.3602 0.004124 0.0134 0.02032 0.001952 NaN
7 88299702 M 23.21 26.97 0.09509 0.1682 0.1909 0.06309 1.058 0.9635 0.006428 0.02863 0.0159 0.003053 NaN
8 8610629 B 13.53 10.94 0.1291 0.1047 0.2403 0.06641 0.4101 1.014 0.0134 0.02839 0.02572 0.006164 NaN
9 891703 B 11.85 17.46 0.08372 0.05642 0.1875 0.05715 0.207 1.238 0.007595 0.015 0.01792 0.001784 NaN
10 926682 M 20.13 28.25 0.0978 0.1034 0.1752 0.05533 0.7655 2.463 0.005769 0.02423 0.01898 0.002498 NaN
11 913535 M 16.69 20.2 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.01446 0.01961 0.0017 NaN
12 901028 B 13.87 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.363 0.005638 0.007939 0.01544 0.002087 NaN
13 86409 B 14.26 19.65 0.07837 0.2233 0.1704 0.07769 0.3628 1.49 0.005298 0.07446 0.02566 0.01298 NaN
14 91813701 B 13.46 18.75 0.1075 0.1138 0.1723 0.06317 0.1998 0.6068 0.004413 0.01443 0.01354 0.001787 NaN
15 879804 B 9.876 17.27 0.1089 0.07232 0.1934 0.06285 0.2137 1.342 0.009719 0.01249 0.0221 0.002472 NaN
16 909220 B 14.04 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.046 0.007976 0.01295 0.02005 0.00283 NaN
17 903507 M 15.49 19.97 0.116 0.1562 0.1929 0.06744 0.647 1.331 0.007269 0.02928 0.01852 0.004232 NaN
18 909445 M 17.27 25.42 0.08331 0.1109 0.1467 0.05407 0.51 1.679 0.008109 0.04308 0.01594 0.003739 NaN
19 868682 B 11.43 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.01521 0.01501 0.001588 NaN
20 881972 M 17.05 19.08 0.1141 0.1572 0.2131 0.06325 0.2959 0.679 0.005532 0.02008 0.01177 0.002336 NaN
21 84458202 M 13.71 20.83 0.1189 0.1645 0.2196 0.07451 0.5835 1.377 0.008805 0.03029 0.01486 0.005412 NaN
22 8711003 B 12.25 17.94 0.08654 0.06679 0.197 0.06228 0.22 0.9823 0.005518 0.01562 0.01799 0.002484 NaN
23 874217 M 18.31 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 862722 B 6.981 13.43 0.117 0.07568 0.193 0.07818 0.2241 1.508 0.01019 0.01084 0.02659 0.0041 NaN
25 87106 B 11.15 13.08 0.09754 0.05113 0.183 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 853401 M 18.63 25.11 0.1064 0.1887 0.2183 0.06197 0.8307 1.466 0.006248 0.03374 0.02007 0.00456 NaN
27 91903901 B 11.67 20.02 0.1016 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.01727 0.01449 0.002671 NaN
28 857156 B 13.49 22.3 0.08752 0.07698 0.1809 0.05718 0.2338 1.353 0.004455 0.01382 0.01641 0.001956 NaN
29 892399 B 10.51 23.09 0.1015 0.06797 0.1695 0.06556 0.2868 1.143 0.01017 0.01443 0.03464 0.001971 NaN
30 91505 B 12.54 16.32 0.1158 0.1085 0.1943 0.06612 0.2577 1.095 0.009702 0.01567 0.02801 0.00248 NaN
31 857637 M 19.21 18.57 0.1053 0.1267 0.1917 0.05961 0.7275 1.193 0.006458 0.02306 0.01852 0.002608 NaN
32 894604 B 10.25 16.18 0.1061 0.1111 0.1743 0.07279 0.3677 1.471 0.01049 0.04265 0.02719 0.007596 NaN
33 885429 M 19.73 19.82 0.1062 0.1849 0.1733 0.06697 0.7661 0.78 0.008482 0.05057 0.01467 0.007259 NaN
34 878796 M 23.29 26.67 0.1141 0.2084 0.22 0.06229 0.5539 1.56 0.009327 0.05121 0.02175 0.005195 NaN
35 88350402 B 13.64 15.6 0.09423 0.0663 0.1717 0.0566 0.3242 0.6612 0.00647 0.01248 0.01898 0.001794 NaN
36 888264 M 17.35 23.06 0.08662 0.0629 0.1564 0.05307 0.4007 1.317 0.005726 0.01106 0.01411 0.001578 NaN
37 89812 M 23.51 24.27 0.1069 0.1283 0.1797 0.05506 1.009 0.9245 0.006292 0.01971 0.01479 0.003118 NaN
38 8911230 B 11.33 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.28 0.008426 0.008998 0.02358 0.001627 NaN
39 915276 B 9.676 13.14 0.1255 0.2204 0.2057 0.09575 0.2744 1.39 0.02177 0.04888 0.02632 0.01148 NaN
40 8711002 B 13.15 15.34 0.09384 0.08498 0.1822 0.06207 0.271 0.7927 0.008584 0.02017 0.02769 0.003479 NaN
41 888570 M 17.29 22.13 0.08999 0.1273 0.2108 0.05464 0.8348 1.633 0.006717 0.05981 0.02747 0.005838 NaN
42 881861 M 12.83 22.33 0.1088 0.1799 0.2123 0.07254 0.3061 1.069 0.006983 0.03858 0.0168 0.005617 NaN
43 87163 M 13.43 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.147 0.006003 0.01063 0.0152 0.001868 NaN
44 911202 B 12.62 17.15 0.08583 0.0543 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 871122 B 12.06 12.74 0.09311 0.05241 0.159 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.00253 NaN
46 905686 B 11.89 21.17 0.09773 0.0812 0.2019 0.0629 0.2747 1.203 0.009895 0.03053 0.02258 0.002272 NaN
In [67]:
# saving the dataframe
df1.to_csv('Misclassified_Results_of_NB_Model.csv')
In [68]:
np.reshape(df_new,[47,1,15])
Out[68]:
array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
         0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],

       [[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
         0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],

       [[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
         0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],

       [[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
         0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],

       [[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
         0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],

       [[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
         0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],

       [[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
         0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],

       [[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
         1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],

       [[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
         0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],

       [[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
         0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],

       [[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
         0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],

       [[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
         0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],

       [[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
         0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],

       [[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
         0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],

       [[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
         0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],

       [[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
         0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],

       [[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
         0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],

       [[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
         0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],

       [[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
         0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],

       [[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
         0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],

       [[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
         0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],

       [[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
         0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],

       [[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
         0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],

       [[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
         0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],

       [[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
         0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],

       [[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
         0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],

       [[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
         0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],

       [[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
         0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],

       [[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
         0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],

       [[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
         0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],

       [[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
         0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],

       [[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
         0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],

       [[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
         0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],

       [[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
         0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],

       [[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
         0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],

       [[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
         0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],

       [[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
         0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],

       [[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
         1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],

       [[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
         0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],

       [[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
         0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],

       [[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
         0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],

       [[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
         0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],

       [[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
         0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],

       [[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
         0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],

       [[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
         0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],

       [[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
         0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],

       [[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
         0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
      dtype=object)

3. KNeighborsClassifier¶

In [69]:
from sklearn.neighbors import KNeighborsClassifier
knn=KNeighborsClassifier(n_neighbors=7)

knn.fit(x_train,y_train)
Out[69]:
KNeighborsClassifier(n_neighbors=7)
In [70]:
y_pred=knn.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",knn.score(x_train,y_train)*100)
print(knn.score(x_test,y_test))
              precision    recall  f1-score   support

           B       0.68      0.94      0.79        67
           M       0.81      0.36      0.50        47

    accuracy                           0.70       114
   macro avg       0.74      0.65      0.64       114
weighted avg       0.73      0.70      0.67       114

[[63  4]
 [30 17]]
Training Score:  80.21978021978022
0.7017543859649122
In [71]:
print(accuracy_score(y_test,y_pred)*100)
70.17543859649122

So we get a accuracy score of 70.17 % using KNeighborsClassifier

In [72]:
y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)
(array([  0,  15,  17,  18,  19,  20,  21,  24,  27,  29,  31,  33,  35,
        37,  39,  40,  42,  45,  49,  50,  51,  52,  59,  60,  61,  64,
        66,  67,  68,  71,  73,  74,  80,  81,  82,  84,  88,  89,  91,
        93,  96, 104, 106, 108, 109, 111, 112], dtype=int64),)
In [73]:
#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
    d=x_train.iloc[j,0]
    misclassified_data.append(d)
In [74]:
len(misclassified_data[0])
Out[74]:
47
In [75]:
#view DataFrame
misclassified_data
Out[75]:
[338      897880
 550      923748
 185      874158
 306       89344
 208     8810158
 242      883852
 313      893988
 236    88299702
 76      8610629
 293      891703
 565      926682
 489      913535
 357      901028
 112       86409
 526    91813701
 206      879804
 437      909220
 392      903507
 441      909445
 137      868682
 230      881972
 7      84458202
 155     8711003
 186      874217
 101      862722
 153       87106
 30       853401
 531    91903901
 49       857156
 299      892399
 502       91505
 56       857637
 320      894604
 252      885429
 202      878796
 240    88350402
 261      888264
 339       89812
 276     8911230
 505      915276
 154     8711002
 262      888570
 229      881861
 171       87163
 454      911202
 158      871122
 415      905686
 Name: id, dtype: int64]
In [76]:
print(misclassified_data[0])
print(type(misclassified_data))
338      897880
550      923748
185      874158
306       89344
208     8810158
242      883852
313      893988
236    88299702
76      8610629
293      891703
565      926682
489      913535
357      901028
112       86409
526    91813701
206      879804
437      909220
392      903507
441      909445
137      868682
230      881972
7      84458202
155     8711003
186      874217
101      862722
153       87106
30       853401
531    91903901
49       857156
299      892399
502       91505
56       857637
320      894604
252      885429
202      878796
240    88350402
261      888264
339       89812
276     8911230
505      915276
154     8711002
262      888570
229      881861
171       87163
454      911202
158      871122
415      905686
Name: id, dtype: int64
<class 'list'>
In [77]:
df_new = []
In [78]:
# ORIGINAL WORKING
for j in misclassified_data[0]:
    print(j)
    print("========================")
for i in misclassified_data[0]:
    df_new.append(df[df['id']==i])
    print(df_new)
    print("+++++++++++++++++++++++++++++++")
    print("+++++++++++++++++++++++++++++++")
#     df_new.append(df[df['id']==j])
897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
415  905686         B        11.89         21.17          0.09773   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
415            0.0812         0.2019                  0.0629     0.2747   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
415       1.203       0.009895         0.03053      0.02258   

     fractal_dimension_se  Unnamed: 32  
415              0.002272          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
In [79]:
df_new
Out[79]:
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]
In [80]:
df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1
Out[80]:
id diagnosis radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 897880 B 10.05 17.53 0.1007 0.07326 0.189 0.06331 0.2619 2.015 0.007803 0.01449 0.021 0.002778 NaN
1 923748 B 10.86 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.304 0.009579 0.01104 0.03004 0.002228 NaN
2 874158 B 10.08 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.268 0.01439 0.012 0.02538 0.00347 NaN
3 89344 B 13.2 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 8810158 B 13.11 22.54 0.1002 0.1483 0.185 0.0731 0.1931 0.9223 0.005251 0.03041 0.02514 0.004198 NaN
5 883852 B 11.3 18.19 0.09592 0.1325 0.2054 0.07669 0.2428 1.642 0.006663 0.05914 0.01995 0.008675 NaN
6 893988 B 11.54 10.72 0.08597 0.05969 0.1833 0.061 0.1312 0.3602 0.004124 0.0134 0.02032 0.001952 NaN
7 88299702 M 23.21 26.97 0.09509 0.1682 0.1909 0.06309 1.058 0.9635 0.006428 0.02863 0.0159 0.003053 NaN
8 8610629 B 13.53 10.94 0.1291 0.1047 0.2403 0.06641 0.4101 1.014 0.0134 0.02839 0.02572 0.006164 NaN
9 891703 B 11.85 17.46 0.08372 0.05642 0.1875 0.05715 0.207 1.238 0.007595 0.015 0.01792 0.001784 NaN
10 926682 M 20.13 28.25 0.0978 0.1034 0.1752 0.05533 0.7655 2.463 0.005769 0.02423 0.01898 0.002498 NaN
11 913535 M 16.69 20.2 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.01446 0.01961 0.0017 NaN
12 901028 B 13.87 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.363 0.005638 0.007939 0.01544 0.002087 NaN
13 86409 B 14.26 19.65 0.07837 0.2233 0.1704 0.07769 0.3628 1.49 0.005298 0.07446 0.02566 0.01298 NaN
14 91813701 B 13.46 18.75 0.1075 0.1138 0.1723 0.06317 0.1998 0.6068 0.004413 0.01443 0.01354 0.001787 NaN
15 879804 B 9.876 17.27 0.1089 0.07232 0.1934 0.06285 0.2137 1.342 0.009719 0.01249 0.0221 0.002472 NaN
16 909220 B 14.04 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.046 0.007976 0.01295 0.02005 0.00283 NaN
17 903507 M 15.49 19.97 0.116 0.1562 0.1929 0.06744 0.647 1.331 0.007269 0.02928 0.01852 0.004232 NaN
18 909445 M 17.27 25.42 0.08331 0.1109 0.1467 0.05407 0.51 1.679 0.008109 0.04308 0.01594 0.003739 NaN
19 868682 B 11.43 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.01521 0.01501 0.001588 NaN
20 881972 M 17.05 19.08 0.1141 0.1572 0.2131 0.06325 0.2959 0.679 0.005532 0.02008 0.01177 0.002336 NaN
21 84458202 M 13.71 20.83 0.1189 0.1645 0.2196 0.07451 0.5835 1.377 0.008805 0.03029 0.01486 0.005412 NaN
22 8711003 B 12.25 17.94 0.08654 0.06679 0.197 0.06228 0.22 0.9823 0.005518 0.01562 0.01799 0.002484 NaN
23 874217 M 18.31 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 862722 B 6.981 13.43 0.117 0.07568 0.193 0.07818 0.2241 1.508 0.01019 0.01084 0.02659 0.0041 NaN
25 87106 B 11.15 13.08 0.09754 0.05113 0.183 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 853401 M 18.63 25.11 0.1064 0.1887 0.2183 0.06197 0.8307 1.466 0.006248 0.03374 0.02007 0.00456 NaN
27 91903901 B 11.67 20.02 0.1016 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.01727 0.01449 0.002671 NaN
28 857156 B 13.49 22.3 0.08752 0.07698 0.1809 0.05718 0.2338 1.353 0.004455 0.01382 0.01641 0.001956 NaN
29 892399 B 10.51 23.09 0.1015 0.06797 0.1695 0.06556 0.2868 1.143 0.01017 0.01443 0.03464 0.001971 NaN
30 91505 B 12.54 16.32 0.1158 0.1085 0.1943 0.06612 0.2577 1.095 0.009702 0.01567 0.02801 0.00248 NaN
31 857637 M 19.21 18.57 0.1053 0.1267 0.1917 0.05961 0.7275 1.193 0.006458 0.02306 0.01852 0.002608 NaN
32 894604 B 10.25 16.18 0.1061 0.1111 0.1743 0.07279 0.3677 1.471 0.01049 0.04265 0.02719 0.007596 NaN
33 885429 M 19.73 19.82 0.1062 0.1849 0.1733 0.06697 0.7661 0.78 0.008482 0.05057 0.01467 0.007259 NaN
34 878796 M 23.29 26.67 0.1141 0.2084 0.22 0.06229 0.5539 1.56 0.009327 0.05121 0.02175 0.005195 NaN
35 88350402 B 13.64 15.6 0.09423 0.0663 0.1717 0.0566 0.3242 0.6612 0.00647 0.01248 0.01898 0.001794 NaN
36 888264 M 17.35 23.06 0.08662 0.0629 0.1564 0.05307 0.4007 1.317 0.005726 0.01106 0.01411 0.001578 NaN
37 89812 M 23.51 24.27 0.1069 0.1283 0.1797 0.05506 1.009 0.9245 0.006292 0.01971 0.01479 0.003118 NaN
38 8911230 B 11.33 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.28 0.008426 0.008998 0.02358 0.001627 NaN
39 915276 B 9.676 13.14 0.1255 0.2204 0.2057 0.09575 0.2744 1.39 0.02177 0.04888 0.02632 0.01148 NaN
40 8711002 B 13.15 15.34 0.09384 0.08498 0.1822 0.06207 0.271 0.7927 0.008584 0.02017 0.02769 0.003479 NaN
41 888570 M 17.29 22.13 0.08999 0.1273 0.2108 0.05464 0.8348 1.633 0.006717 0.05981 0.02747 0.005838 NaN
42 881861 M 12.83 22.33 0.1088 0.1799 0.2123 0.07254 0.3061 1.069 0.006983 0.03858 0.0168 0.005617 NaN
43 87163 M 13.43 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.147 0.006003 0.01063 0.0152 0.001868 NaN
44 911202 B 12.62 17.15 0.08583 0.0543 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 871122 B 12.06 12.74 0.09311 0.05241 0.159 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.00253 NaN
46 905686 B 11.89 21.17 0.09773 0.0812 0.2019 0.0629 0.2747 1.203 0.009895 0.03053 0.02258 0.002272 NaN
In [81]:
# saving the dataframe
df1.to_csv('Misclassified_Results_of_KNN_Model.csv')
In [82]:
np.reshape(df_new,[47,1,15])
Out[82]:
array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
         0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],

       [[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
         0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],

       [[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
         0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],

       [[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
         0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],

       [[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
         0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],

       [[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
         0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],

       [[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
         0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],

       [[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
         1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],

       [[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
         0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],

       [[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
         0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],

       [[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
         0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],

       [[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
         0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],

       [[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
         0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],

       [[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
         0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],

       [[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
         0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],

       [[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
         0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],

       [[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
         0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],

       [[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
         0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],

       [[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
         0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],

       [[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
         0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],

       [[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
         0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],

       [[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
         0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],

       [[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
         0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],

       [[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
         0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],

       [[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
         0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],

       [[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
         0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],

       [[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
         0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],

       [[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
         0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],

       [[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
         0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],

       [[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
         0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],

       [[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
         0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],

       [[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
         0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],

       [[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
         0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],

       [[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
         0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],

       [[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
         0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],

       [[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
         0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],

       [[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
         0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],

       [[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
         1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],

       [[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
         0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],

       [[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
         0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],

       [[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
         0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],

       [[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
         0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],

       [[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
         0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],

       [[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
         0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],

       [[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
         0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],

       [[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
         0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],

       [[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
         0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
      dtype=object)

4. DECISION TREE CLASSIFIER¶

In [83]:
from sklearn.tree import DecisionTreeClassifier
dtree = DecisionTreeClassifier(max_depth=6, random_state=123)

dtree.fit(x_train,y_train)
Out[83]:
DecisionTreeClassifier(max_depth=6, random_state=123)
In [84]:
y_pred=dtree.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",dtree.score(x_train,y_train)*100)
              precision    recall  f1-score   support

           B       0.97      0.94      0.95        67
           M       0.92      0.96      0.94        47

    accuracy                           0.95       114
   macro avg       0.94      0.95      0.95       114
weighted avg       0.95      0.95      0.95       114

[[63  4]
 [ 2 45]]
Training Score:  99.34065934065934
In [85]:
print(accuracy_score(y_test,y_pred)*100)
94.73684210526315

So we get a accuracy score of 94.73 % using Decision Tree Classifier

In [86]:
y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)
(array([  0,  15,  17,  18,  19,  20,  21,  24,  27,  29,  31,  33,  35,
        37,  39,  40,  42,  45,  49,  50,  51,  52,  59,  60,  61,  64,
        66,  67,  68,  71,  73,  74,  80,  81,  82,  84,  88,  89,  91,
        93,  96, 104, 106, 108, 109, 111, 112], dtype=int64),)
In [87]:
#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
    d=x_train.iloc[j,0]
    misclassified_data.append(d)
In [88]:
len(misclassified_data[0])
Out[88]:
47
In [89]:
#view DataFrame
misclassified_data
Out[89]:
[338      897880
 550      923748
 185      874158
 306       89344
 208     8810158
 242      883852
 313      893988
 236    88299702
 76      8610629
 293      891703
 565      926682
 489      913535
 357      901028
 112       86409
 526    91813701
 206      879804
 437      909220
 392      903507
 441      909445
 137      868682
 230      881972
 7      84458202
 155     8711003
 186      874217
 101      862722
 153       87106
 30       853401
 531    91903901
 49       857156
 299      892399
 502       91505
 56       857637
 320      894604
 252      885429
 202      878796
 240    88350402
 261      888264
 339       89812
 276     8911230
 505      915276
 154     8711002
 262      888570
 229      881861
 171       87163
 454      911202
 158      871122
 415      905686
 Name: id, dtype: int64]
In [90]:
print(misclassified_data[0])
print(type(misclassified_data))
338      897880
550      923748
185      874158
306       89344
208     8810158
242      883852
313      893988
236    88299702
76      8610629
293      891703
565      926682
489      913535
357      901028
112       86409
526    91813701
206      879804
437      909220
392      903507
441      909445
137      868682
230      881972
7      84458202
155     8711003
186      874217
101      862722
153       87106
30       853401
531    91903901
49       857156
299      892399
502       91505
56       857637
320      894604
252      885429
202      878796
240    88350402
261      888264
339       89812
276     8911230
505      915276
154     8711002
262      888570
229      881861
171       87163
454      911202
158      871122
415      905686
Name: id, dtype: int64
<class 'list'>
In [91]:
df_new = []
In [92]:
# ORIGINAL WORKING
for j in misclassified_data[0]:
    print(j)
    print("========================")
for i in misclassified_data[0]:
    df_new.append(df[df['id']==i])
    print(df_new)
    print("+++++++++++++++++++++++++++++++")
    print("+++++++++++++++++++++++++++++++")
#     df_new.append(df[df['id']==j])
897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
415  905686         B        11.89         21.17          0.09773   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
415            0.0812         0.2019                  0.0629     0.2747   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
415       1.203       0.009895         0.03053      0.02258   

     fractal_dimension_se  Unnamed: 32  
415              0.002272          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
In [93]:
df_new
Out[93]:
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]
In [94]:
df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1
Out[94]:
id diagnosis radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 897880 B 10.05 17.53 0.1007 0.07326 0.189 0.06331 0.2619 2.015 0.007803 0.01449 0.021 0.002778 NaN
1 923748 B 10.86 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.304 0.009579 0.01104 0.03004 0.002228 NaN
2 874158 B 10.08 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.268 0.01439 0.012 0.02538 0.00347 NaN
3 89344 B 13.2 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 8810158 B 13.11 22.54 0.1002 0.1483 0.185 0.0731 0.1931 0.9223 0.005251 0.03041 0.02514 0.004198 NaN
5 883852 B 11.3 18.19 0.09592 0.1325 0.2054 0.07669 0.2428 1.642 0.006663 0.05914 0.01995 0.008675 NaN
6 893988 B 11.54 10.72 0.08597 0.05969 0.1833 0.061 0.1312 0.3602 0.004124 0.0134 0.02032 0.001952 NaN
7 88299702 M 23.21 26.97 0.09509 0.1682 0.1909 0.06309 1.058 0.9635 0.006428 0.02863 0.0159 0.003053 NaN
8 8610629 B 13.53 10.94 0.1291 0.1047 0.2403 0.06641 0.4101 1.014 0.0134 0.02839 0.02572 0.006164 NaN
9 891703 B 11.85 17.46 0.08372 0.05642 0.1875 0.05715 0.207 1.238 0.007595 0.015 0.01792 0.001784 NaN
10 926682 M 20.13 28.25 0.0978 0.1034 0.1752 0.05533 0.7655 2.463 0.005769 0.02423 0.01898 0.002498 NaN
11 913535 M 16.69 20.2 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.01446 0.01961 0.0017 NaN
12 901028 B 13.87 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.363 0.005638 0.007939 0.01544 0.002087 NaN
13 86409 B 14.26 19.65 0.07837 0.2233 0.1704 0.07769 0.3628 1.49 0.005298 0.07446 0.02566 0.01298 NaN
14 91813701 B 13.46 18.75 0.1075 0.1138 0.1723 0.06317 0.1998 0.6068 0.004413 0.01443 0.01354 0.001787 NaN
15 879804 B 9.876 17.27 0.1089 0.07232 0.1934 0.06285 0.2137 1.342 0.009719 0.01249 0.0221 0.002472 NaN
16 909220 B 14.04 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.046 0.007976 0.01295 0.02005 0.00283 NaN
17 903507 M 15.49 19.97 0.116 0.1562 0.1929 0.06744 0.647 1.331 0.007269 0.02928 0.01852 0.004232 NaN
18 909445 M 17.27 25.42 0.08331 0.1109 0.1467 0.05407 0.51 1.679 0.008109 0.04308 0.01594 0.003739 NaN
19 868682 B 11.43 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.01521 0.01501 0.001588 NaN
20 881972 M 17.05 19.08 0.1141 0.1572 0.2131 0.06325 0.2959 0.679 0.005532 0.02008 0.01177 0.002336 NaN
21 84458202 M 13.71 20.83 0.1189 0.1645 0.2196 0.07451 0.5835 1.377 0.008805 0.03029 0.01486 0.005412 NaN
22 8711003 B 12.25 17.94 0.08654 0.06679 0.197 0.06228 0.22 0.9823 0.005518 0.01562 0.01799 0.002484 NaN
23 874217 M 18.31 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 862722 B 6.981 13.43 0.117 0.07568 0.193 0.07818 0.2241 1.508 0.01019 0.01084 0.02659 0.0041 NaN
25 87106 B 11.15 13.08 0.09754 0.05113 0.183 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 853401 M 18.63 25.11 0.1064 0.1887 0.2183 0.06197 0.8307 1.466 0.006248 0.03374 0.02007 0.00456 NaN
27 91903901 B 11.67 20.02 0.1016 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.01727 0.01449 0.002671 NaN
28 857156 B 13.49 22.3 0.08752 0.07698 0.1809 0.05718 0.2338 1.353 0.004455 0.01382 0.01641 0.001956 NaN
29 892399 B 10.51 23.09 0.1015 0.06797 0.1695 0.06556 0.2868 1.143 0.01017 0.01443 0.03464 0.001971 NaN
30 91505 B 12.54 16.32 0.1158 0.1085 0.1943 0.06612 0.2577 1.095 0.009702 0.01567 0.02801 0.00248 NaN
31 857637 M 19.21 18.57 0.1053 0.1267 0.1917 0.05961 0.7275 1.193 0.006458 0.02306 0.01852 0.002608 NaN
32 894604 B 10.25 16.18 0.1061 0.1111 0.1743 0.07279 0.3677 1.471 0.01049 0.04265 0.02719 0.007596 NaN
33 885429 M 19.73 19.82 0.1062 0.1849 0.1733 0.06697 0.7661 0.78 0.008482 0.05057 0.01467 0.007259 NaN
34 878796 M 23.29 26.67 0.1141 0.2084 0.22 0.06229 0.5539 1.56 0.009327 0.05121 0.02175 0.005195 NaN
35 88350402 B 13.64 15.6 0.09423 0.0663 0.1717 0.0566 0.3242 0.6612 0.00647 0.01248 0.01898 0.001794 NaN
36 888264 M 17.35 23.06 0.08662 0.0629 0.1564 0.05307 0.4007 1.317 0.005726 0.01106 0.01411 0.001578 NaN
37 89812 M 23.51 24.27 0.1069 0.1283 0.1797 0.05506 1.009 0.9245 0.006292 0.01971 0.01479 0.003118 NaN
38 8911230 B 11.33 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.28 0.008426 0.008998 0.02358 0.001627 NaN
39 915276 B 9.676 13.14 0.1255 0.2204 0.2057 0.09575 0.2744 1.39 0.02177 0.04888 0.02632 0.01148 NaN
40 8711002 B 13.15 15.34 0.09384 0.08498 0.1822 0.06207 0.271 0.7927 0.008584 0.02017 0.02769 0.003479 NaN
41 888570 M 17.29 22.13 0.08999 0.1273 0.2108 0.05464 0.8348 1.633 0.006717 0.05981 0.02747 0.005838 NaN
42 881861 M 12.83 22.33 0.1088 0.1799 0.2123 0.07254 0.3061 1.069 0.006983 0.03858 0.0168 0.005617 NaN
43 87163 M 13.43 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.147 0.006003 0.01063 0.0152 0.001868 NaN
44 911202 B 12.62 17.15 0.08583 0.0543 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 871122 B 12.06 12.74 0.09311 0.05241 0.159 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.00253 NaN
46 905686 B 11.89 21.17 0.09773 0.0812 0.2019 0.0629 0.2747 1.203 0.009895 0.03053 0.02258 0.002272 NaN
In [95]:
# saving the dataframe
df1.to_csv('Misclassified_Results_of_DT_Model.csv')
In [96]:
np.reshape(df_new,[47,1,15])
Out[96]:
array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
         0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],

       [[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
         0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],

       [[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
         0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],

       [[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
         0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],

       [[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
         0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],

       [[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
         0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],

       [[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
         0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],

       [[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
         1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],

       [[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
         0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],

       [[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
         0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],

       [[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
         0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],

       [[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
         0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],

       [[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
         0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],

       [[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
         0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],

       [[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
         0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],

       [[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
         0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],

       [[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
         0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],

       [[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
         0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],

       [[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
         0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],

       [[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
         0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],

       [[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
         0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],

       [[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
         0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],

       [[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
         0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],

       [[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
         0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],

       [[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
         0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],

       [[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
         0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],

       [[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
         0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],

       [[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
         0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],

       [[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
         0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],

       [[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
         0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],

       [[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
         0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],

       [[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
         0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],

       [[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
         0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],

       [[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
         0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],

       [[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
         0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],

       [[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
         0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],

       [[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
         0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],

       [[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
         1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],

       [[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
         0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],

       [[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
         0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],

       [[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
         0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],

       [[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
         0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],

       [[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
         0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],

       [[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
         0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],

       [[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
         0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],

       [[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
         0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],

       [[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
         0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
      dtype=object)

5. Random Forest Classifier¶

In [97]:
from sklearn.ensemble import RandomForestClassifier
rfc=RandomForestClassifier()
rfc.fit(x_train,y_train)
Out[97]:
RandomForestClassifier()
In [98]:
y_pred=rfc.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",rfc.score(x_train,y_train)*100)
              precision    recall  f1-score   support

           B       0.96      0.99      0.97        67
           M       0.98      0.94      0.96        47

    accuracy                           0.96       114
   macro avg       0.97      0.96      0.96       114
weighted avg       0.97      0.96      0.96       114

[[66  1]
 [ 3 44]]
Training Score:  100.0
In [99]:
print(accuracy_score(y_test,y_pred)*100)
96.49122807017544

Random Forest Classifier got the highest accuracy

Feeding Misclassified Results of Logistic Regression Model to Random Forest Model¶

Reading the Misclassified Results of Logistic Regression Model¶

In [100]:
Misclassified_Results_of_LR_Model = pd.read_csv('Misclassified_Results_of_LR_Model.csv')
Misclassified_Results_of_LR_Model
Out[100]:
Unnamed: 0 id diagnosis radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 0 897880 B 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778 NaN
1 1 923748 B 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228 NaN
2 2 874158 B 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470 NaN
3 3 89344 B 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 4 8810158 B 13.110 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.030410 0.02514 0.004198 NaN
5 5 883852 B 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675 NaN
6 6 893988 B 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952 NaN
7 7 88299702 M 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053 NaN
8 8 8610629 B 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164 NaN
9 9 891703 B 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784 NaN
10 10 926682 M 20.130 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.024230 0.01898 0.002498 NaN
11 11 913535 M 16.690 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.014460 0.01961 0.001700 NaN
12 12 901028 B 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087 NaN
13 13 86409 B 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980 NaN
14 14 91813701 B 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787 NaN
15 15 879804 B 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472 NaN
16 16 909220 B 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830 NaN
17 17 903507 M 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232 NaN
18 18 909445 M 17.270 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.043080 0.01594 0.003739 NaN
19 19 868682 B 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588 NaN
20 20 881972 M 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336 NaN
21 21 84458202 M 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412 NaN
22 22 8711003 B 12.250 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.015620 0.01799 0.002484 NaN
23 23 874217 M 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 24 862722 B 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100 NaN
25 25 87106 B 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 26 853401 M 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560 NaN
27 27 91903901 B 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671 NaN
28 28 857156 B 13.490 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.013820 0.01641 0.001956 NaN
29 29 892399 B 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971 NaN
30 30 91505 B 12.540 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.015670 0.02801 0.002480 NaN
31 31 857637 M 19.210 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.023060 0.01852 0.002608 NaN
32 32 894604 B 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596 NaN
33 33 885429 M 19.730 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.050570 0.01467 0.007259 NaN
34 34 878796 M 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195 NaN
35 35 88350402 B 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794 NaN
36 36 888264 M 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578 NaN
37 37 89812 M 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118 NaN
38 38 8911230 B 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627 NaN
39 39 915276 B 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480 NaN
40 40 8711002 B 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479 NaN
41 41 888570 M 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838 NaN
42 42 881861 M 12.830 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.038580 0.01680 0.005617 NaN
43 43 87163 M 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868 NaN
44 44 911202 B 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 45 871122 B 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530 NaN
46 46 905686 B 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272 NaN

Label Encoding the Diagnosis Column¶

In [101]:
Misclassified_Results_of_LR_Model_y = Misclassified_Results_of_LR_Model['diagnosis']
In [102]:
Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model.drop(['diagnosis'], axis = 1)
In [103]:
Misclassified_Results_of_LR_Model_x
Out[103]:
Unnamed: 0 id radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 0 897880 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778 NaN
1 1 923748 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228 NaN
2 2 874158 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470 NaN
3 3 89344 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 4 8810158 13.110 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.030410 0.02514 0.004198 NaN
5 5 883852 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675 NaN
6 6 893988 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952 NaN
7 7 88299702 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053 NaN
8 8 8610629 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164 NaN
9 9 891703 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784 NaN
10 10 926682 20.130 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.024230 0.01898 0.002498 NaN
11 11 913535 16.690 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.014460 0.01961 0.001700 NaN
12 12 901028 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087 NaN
13 13 86409 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980 NaN
14 14 91813701 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787 NaN
15 15 879804 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472 NaN
16 16 909220 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830 NaN
17 17 903507 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232 NaN
18 18 909445 17.270 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.043080 0.01594 0.003739 NaN
19 19 868682 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588 NaN
20 20 881972 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336 NaN
21 21 84458202 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412 NaN
22 22 8711003 12.250 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.015620 0.01799 0.002484 NaN
23 23 874217 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 24 862722 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100 NaN
25 25 87106 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 26 853401 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560 NaN
27 27 91903901 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671 NaN
28 28 857156 13.490 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.013820 0.01641 0.001956 NaN
29 29 892399 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971 NaN
30 30 91505 12.540 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.015670 0.02801 0.002480 NaN
31 31 857637 19.210 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.023060 0.01852 0.002608 NaN
32 32 894604 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596 NaN
33 33 885429 19.730 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.050570 0.01467 0.007259 NaN
34 34 878796 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195 NaN
35 35 88350402 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794 NaN
36 36 888264 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578 NaN
37 37 89812 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118 NaN
38 38 8911230 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627 NaN
39 39 915276 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480 NaN
40 40 8711002 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479 NaN
41 41 888570 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838 NaN
42 42 881861 12.830 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.038580 0.01680 0.005617 NaN
43 43 87163 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868 NaN
44 44 911202 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 45 871122 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530 NaN
46 46 905686 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272 NaN

Dropping Columns¶

In [104]:
Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model_x.drop(['Unnamed: 32','id'], axis = 1)
In [105]:
# Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model_x.fillna(Misclassified_Results_of_LR_Model_x.mean())
In [106]:
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_LR_Model_x,Misclassified_Results_of_LR_Model_y,test_size=0.2,random_state=0)
In [107]:
x_train_miss
Out[107]:
Unnamed: 0 radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se
27 27 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671
32 32 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596
29 29 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971
43 43 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868
2 2 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470
45 45 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530
26 26 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560
15 15 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472
25 25 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619
16 16 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830
40 40 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479
20 20 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336
41 41 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838
8 8 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164
13 13 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980
5 5 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675
17 17 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232
34 34 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195
14 14 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787
37 37 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118
7 7 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053
38 38 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627
1 1 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228
12 12 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087
35 35 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794
24 24 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100
6 6 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952
23 23 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087
36 36 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578
21 21 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412
19 19 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588
9 9 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784
39 39 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480
46 46 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272
3 3 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585
0 0 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778
44 44 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638
In [108]:
from sklearn.ensemble import RandomForestClassifier
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)
Out[108]:
RandomForestClassifier()
In [109]:
y_pred_Misclassified_Results_of_LR_Model = rfc.predict(x_test_miss)
In [110]:
print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_LR_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_LR_Model))
              precision    recall  f1-score   support

           B       0.67      1.00      0.80         4
           M       1.00      0.67      0.80         6

    accuracy                           0.80        10
   macro avg       0.83      0.83      0.80        10
weighted avg       0.87      0.80      0.80        10

[[4 0]
 [2 4]]
In [ ]:
 

Feeding Misclassified Results of Decision Tree to Random Forest Model¶

Reading the Misclassified Results of Decision Tree Model¶

In [111]:
Misclassified_Results_of_DT_Model = pd.read_csv('Misclassified_Results_of_DT_Model.csv')
Misclassified_Results_of_DT_Model
Out[111]:
Unnamed: 0 id diagnosis radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 0 897880 B 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778 NaN
1 1 923748 B 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228 NaN
2 2 874158 B 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470 NaN
3 3 89344 B 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 4 8810158 B 13.110 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.030410 0.02514 0.004198 NaN
5 5 883852 B 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675 NaN
6 6 893988 B 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952 NaN
7 7 88299702 M 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053 NaN
8 8 8610629 B 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164 NaN
9 9 891703 B 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784 NaN
10 10 926682 M 20.130 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.024230 0.01898 0.002498 NaN
11 11 913535 M 16.690 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.014460 0.01961 0.001700 NaN
12 12 901028 B 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087 NaN
13 13 86409 B 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980 NaN
14 14 91813701 B 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787 NaN
15 15 879804 B 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472 NaN
16 16 909220 B 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830 NaN
17 17 903507 M 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232 NaN
18 18 909445 M 17.270 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.043080 0.01594 0.003739 NaN
19 19 868682 B 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588 NaN
20 20 881972 M 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336 NaN
21 21 84458202 M 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412 NaN
22 22 8711003 B 12.250 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.015620 0.01799 0.002484 NaN
23 23 874217 M 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 24 862722 B 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100 NaN
25 25 87106 B 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 26 853401 M 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560 NaN
27 27 91903901 B 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671 NaN
28 28 857156 B 13.490 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.013820 0.01641 0.001956 NaN
29 29 892399 B 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971 NaN
30 30 91505 B 12.540 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.015670 0.02801 0.002480 NaN
31 31 857637 M 19.210 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.023060 0.01852 0.002608 NaN
32 32 894604 B 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596 NaN
33 33 885429 M 19.730 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.050570 0.01467 0.007259 NaN
34 34 878796 M 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195 NaN
35 35 88350402 B 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794 NaN
36 36 888264 M 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578 NaN
37 37 89812 M 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118 NaN
38 38 8911230 B 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627 NaN
39 39 915276 B 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480 NaN
40 40 8711002 B 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479 NaN
41 41 888570 M 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838 NaN
42 42 881861 M 12.830 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.038580 0.01680 0.005617 NaN
43 43 87163 M 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868 NaN
44 44 911202 B 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 45 871122 B 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530 NaN
46 46 905686 B 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272 NaN

Label Encoding the Diagnosis Column¶

In [112]:
Misclassified_Results_of_DT_Model_y = Misclassified_Results_of_DT_Model['diagnosis']
In [113]:
Misclassified_Results_of_DT_Model_x = Misclassified_Results_of_DT_Model.drop(['diagnosis'], axis = 1)
In [114]:
Misclassified_Results_of_DT_Model_x
Out[114]:
Unnamed: 0 id radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 0 897880 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778 NaN
1 1 923748 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228 NaN
2 2 874158 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470 NaN
3 3 89344 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 4 8810158 13.110 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.030410 0.02514 0.004198 NaN
5 5 883852 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675 NaN
6 6 893988 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952 NaN
7 7 88299702 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053 NaN
8 8 8610629 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164 NaN
9 9 891703 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784 NaN
10 10 926682 20.130 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.024230 0.01898 0.002498 NaN
11 11 913535 16.690 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.014460 0.01961 0.001700 NaN
12 12 901028 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087 NaN
13 13 86409 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980 NaN
14 14 91813701 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787 NaN
15 15 879804 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472 NaN
16 16 909220 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830 NaN
17 17 903507 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232 NaN
18 18 909445 17.270 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.043080 0.01594 0.003739 NaN
19 19 868682 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588 NaN
20 20 881972 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336 NaN
21 21 84458202 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412 NaN
22 22 8711003 12.250 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.015620 0.01799 0.002484 NaN
23 23 874217 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 24 862722 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100 NaN
25 25 87106 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 26 853401 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560 NaN
27 27 91903901 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671 NaN
28 28 857156 13.490 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.013820 0.01641 0.001956 NaN
29 29 892399 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971 NaN
30 30 91505 12.540 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.015670 0.02801 0.002480 NaN
31 31 857637 19.210 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.023060 0.01852 0.002608 NaN
32 32 894604 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596 NaN
33 33 885429 19.730 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.050570 0.01467 0.007259 NaN
34 34 878796 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195 NaN
35 35 88350402 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794 NaN
36 36 888264 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578 NaN
37 37 89812 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118 NaN
38 38 8911230 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627 NaN
39 39 915276 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480 NaN
40 40 8711002 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479 NaN
41 41 888570 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838 NaN
42 42 881861 12.830 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.038580 0.01680 0.005617 NaN
43 43 87163 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868 NaN
44 44 911202 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 45 871122 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530 NaN
46 46 905686 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272 NaN

Dropping Columns¶

In [115]:
Misclassified_Results_of_DT_Model_x = Misclassified_Results_of_DT_Model_x.drop(['Unnamed: 32','id'], axis = 1)
In [116]:
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_DT_Model_x,Misclassified_Results_of_DT_Model_y,test_size=0.2,random_state=0)
In [117]:
x_train_miss
Out[117]:
Unnamed: 0 radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se
27 27 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671
32 32 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596
29 29 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971
43 43 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868
2 2 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470
45 45 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530
26 26 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560
15 15 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472
25 25 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619
16 16 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830
40 40 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479
20 20 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336
41 41 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838
8 8 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164
13 13 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980
5 5 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675
17 17 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232
34 34 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195
14 14 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787
37 37 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118
7 7 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053
38 38 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627
1 1 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228
12 12 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087
35 35 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794
24 24 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100
6 6 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952
23 23 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087
36 36 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578
21 21 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412
19 19 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588
9 9 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784
39 39 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480
46 46 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272
3 3 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585
0 0 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778
44 44 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638
In [118]:
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)
Out[118]:
RandomForestClassifier()
In [119]:
y_pred_Misclassified_Results_of_DT_Model = rfc.predict(x_test_miss)
In [120]:
print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_DT_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_DT_Model))
              precision    recall  f1-score   support

           B       1.00      1.00      1.00         4
           M       1.00      1.00      1.00         6

    accuracy                           1.00        10
   macro avg       1.00      1.00      1.00        10
weighted avg       1.00      1.00      1.00        10

[[4 0]
 [0 6]]
In [ ]:
 

Feeding Misclassified Results of Naive Bayes to Random Forest Model¶

Reading the Misclassified Results of Naive Bayes Model¶

In [121]:
Misclassified_Results_of_NB_Model = pd.read_csv('Misclassified_Results_of_NB_Model.csv')
Misclassified_Results_of_NB_Model
Out[121]:
Unnamed: 0 id diagnosis radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 0 897880 B 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778 NaN
1 1 923748 B 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228 NaN
2 2 874158 B 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470 NaN
3 3 89344 B 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 4 8810158 B 13.110 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.030410 0.02514 0.004198 NaN
5 5 883852 B 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675 NaN
6 6 893988 B 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952 NaN
7 7 88299702 M 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053 NaN
8 8 8610629 B 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164 NaN
9 9 891703 B 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784 NaN
10 10 926682 M 20.130 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.024230 0.01898 0.002498 NaN
11 11 913535 M 16.690 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.014460 0.01961 0.001700 NaN
12 12 901028 B 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087 NaN
13 13 86409 B 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980 NaN
14 14 91813701 B 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787 NaN
15 15 879804 B 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472 NaN
16 16 909220 B 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830 NaN
17 17 903507 M 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232 NaN
18 18 909445 M 17.270 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.043080 0.01594 0.003739 NaN
19 19 868682 B 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588 NaN
20 20 881972 M 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336 NaN
21 21 84458202 M 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412 NaN
22 22 8711003 B 12.250 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.015620 0.01799 0.002484 NaN
23 23 874217 M 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 24 862722 B 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100 NaN
25 25 87106 B 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 26 853401 M 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560 NaN
27 27 91903901 B 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671 NaN
28 28 857156 B 13.490 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.013820 0.01641 0.001956 NaN
29 29 892399 B 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971 NaN
30 30 91505 B 12.540 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.015670 0.02801 0.002480 NaN
31 31 857637 M 19.210 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.023060 0.01852 0.002608 NaN
32 32 894604 B 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596 NaN
33 33 885429 M 19.730 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.050570 0.01467 0.007259 NaN
34 34 878796 M 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195 NaN
35 35 88350402 B 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794 NaN
36 36 888264 M 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578 NaN
37 37 89812 M 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118 NaN
38 38 8911230 B 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627 NaN
39 39 915276 B 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480 NaN
40 40 8711002 B 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479 NaN
41 41 888570 M 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838 NaN
42 42 881861 M 12.830 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.038580 0.01680 0.005617 NaN
43 43 87163 M 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868 NaN
44 44 911202 B 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 45 871122 B 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530 NaN
46 46 905686 B 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272 NaN

Label Encoding the Diagnosis Column¶

In [122]:
Misclassified_Results_of_NB_Model_y = Misclassified_Results_of_NB_Model['diagnosis']
In [123]:
Misclassified_Results_of_NB_Model_x = Misclassified_Results_of_NB_Model.drop(['diagnosis'], axis = 1)
In [124]:
Misclassified_Results_of_NB_Model_x
Out[124]:
Unnamed: 0 id radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 0 897880 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778 NaN
1 1 923748 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228 NaN
2 2 874158 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470 NaN
3 3 89344 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 4 8810158 13.110 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.030410 0.02514 0.004198 NaN
5 5 883852 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675 NaN
6 6 893988 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952 NaN
7 7 88299702 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053 NaN
8 8 8610629 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164 NaN
9 9 891703 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784 NaN
10 10 926682 20.130 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.024230 0.01898 0.002498 NaN
11 11 913535 16.690 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.014460 0.01961 0.001700 NaN
12 12 901028 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087 NaN
13 13 86409 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980 NaN
14 14 91813701 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787 NaN
15 15 879804 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472 NaN
16 16 909220 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830 NaN
17 17 903507 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232 NaN
18 18 909445 17.270 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.043080 0.01594 0.003739 NaN
19 19 868682 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588 NaN
20 20 881972 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336 NaN
21 21 84458202 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412 NaN
22 22 8711003 12.250 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.015620 0.01799 0.002484 NaN
23 23 874217 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 24 862722 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100 NaN
25 25 87106 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 26 853401 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560 NaN
27 27 91903901 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671 NaN
28 28 857156 13.490 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.013820 0.01641 0.001956 NaN
29 29 892399 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971 NaN
30 30 91505 12.540 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.015670 0.02801 0.002480 NaN
31 31 857637 19.210 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.023060 0.01852 0.002608 NaN
32 32 894604 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596 NaN
33 33 885429 19.730 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.050570 0.01467 0.007259 NaN
34 34 878796 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195 NaN
35 35 88350402 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794 NaN
36 36 888264 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578 NaN
37 37 89812 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118 NaN
38 38 8911230 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627 NaN
39 39 915276 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480 NaN
40 40 8711002 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479 NaN
41 41 888570 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838 NaN
42 42 881861 12.830 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.038580 0.01680 0.005617 NaN
43 43 87163 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868 NaN
44 44 911202 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 45 871122 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530 NaN
46 46 905686 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272 NaN

Dropping Columns¶

In [125]:
Misclassified_Results_of_NB_Model_x = Misclassified_Results_of_NB_Model_x.drop(['Unnamed: 32','id'], axis = 1)
In [126]:
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_NB_Model_x,Misclassified_Results_of_NB_Model_y,test_size=0.2,random_state=0)
In [127]:
x_train_miss
Out[127]:
Unnamed: 0 radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se
27 27 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671
32 32 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596
29 29 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971
43 43 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868
2 2 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470
45 45 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530
26 26 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560
15 15 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472
25 25 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619
16 16 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830
40 40 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479
20 20 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336
41 41 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838
8 8 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164
13 13 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980
5 5 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675
17 17 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232
34 34 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195
14 14 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787
37 37 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118
7 7 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053
38 38 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627
1 1 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228
12 12 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087
35 35 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794
24 24 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100
6 6 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952
23 23 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087
36 36 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578
21 21 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412
19 19 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588
9 9 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784
39 39 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480
46 46 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272
3 3 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585
0 0 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778
44 44 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638
In [128]:
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)
Out[128]:
RandomForestClassifier()
In [129]:
y_pred_Misclassified_Results_of_NB_Model = rfc.predict(x_test_miss)
In [130]:
print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_NB_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_NB_Model))
              precision    recall  f1-score   support

           B       0.80      1.00      0.89         4
           M       1.00      0.83      0.91         6

    accuracy                           0.90        10
   macro avg       0.90      0.92      0.90        10
weighted avg       0.92      0.90      0.90        10

[[4 0]
 [1 5]]
In [ ]:
 

Feeding Misclassified Results of KNN to Random Forest Model¶

Reading the Misclassified Results of KNN Model¶

In [131]:
Misclassified_Results_of_KNN_Model = pd.read_csv('Misclassified_Results_of_KNN_Model.csv')
Misclassified_Results_of_KNN_Model
Out[131]:
Unnamed: 0 id diagnosis radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 0 897880 B 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778 NaN
1 1 923748 B 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228 NaN
2 2 874158 B 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470 NaN
3 3 89344 B 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 4 8810158 B 13.110 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.030410 0.02514 0.004198 NaN
5 5 883852 B 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675 NaN
6 6 893988 B 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952 NaN
7 7 88299702 M 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053 NaN
8 8 8610629 B 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164 NaN
9 9 891703 B 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784 NaN
10 10 926682 M 20.130 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.024230 0.01898 0.002498 NaN
11 11 913535 M 16.690 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.014460 0.01961 0.001700 NaN
12 12 901028 B 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087 NaN
13 13 86409 B 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980 NaN
14 14 91813701 B 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787 NaN
15 15 879804 B 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472 NaN
16 16 909220 B 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830 NaN
17 17 903507 M 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232 NaN
18 18 909445 M 17.270 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.043080 0.01594 0.003739 NaN
19 19 868682 B 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588 NaN
20 20 881972 M 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336 NaN
21 21 84458202 M 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412 NaN
22 22 8711003 B 12.250 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.015620 0.01799 0.002484 NaN
23 23 874217 M 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 24 862722 B 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100 NaN
25 25 87106 B 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 26 853401 M 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560 NaN
27 27 91903901 B 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671 NaN
28 28 857156 B 13.490 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.013820 0.01641 0.001956 NaN
29 29 892399 B 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971 NaN
30 30 91505 B 12.540 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.015670 0.02801 0.002480 NaN
31 31 857637 M 19.210 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.023060 0.01852 0.002608 NaN
32 32 894604 B 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596 NaN
33 33 885429 M 19.730 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.050570 0.01467 0.007259 NaN
34 34 878796 M 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195 NaN
35 35 88350402 B 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794 NaN
36 36 888264 M 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578 NaN
37 37 89812 M 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118 NaN
38 38 8911230 B 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627 NaN
39 39 915276 B 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480 NaN
40 40 8711002 B 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479 NaN
41 41 888570 M 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838 NaN
42 42 881861 M 12.830 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.038580 0.01680 0.005617 NaN
43 43 87163 M 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868 NaN
44 44 911202 B 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 45 871122 B 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530 NaN
46 46 905686 B 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272 NaN

Label Encoding the Diagnosis Column¶

In [132]:
Misclassified_Results_of_KNN_Model_y = Misclassified_Results_of_KNN_Model['diagnosis']
In [133]:
Misclassified_Results_of_KNN_Model_x = Misclassified_Results_of_KNN_Model.drop(['diagnosis'], axis = 1)
In [134]:
Misclassified_Results_of_KNN_Model_x
Out[134]:
Unnamed: 0 id radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se Unnamed: 32
0 0 897880 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778 NaN
1 1 923748 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228 NaN
2 2 874158 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470 NaN
3 3 89344 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585 NaN
4 4 8810158 13.110 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.030410 0.02514 0.004198 NaN
5 5 883852 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675 NaN
6 6 893988 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952 NaN
7 7 88299702 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053 NaN
8 8 8610629 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164 NaN
9 9 891703 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784 NaN
10 10 926682 20.130 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.024230 0.01898 0.002498 NaN
11 11 913535 16.690 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.014460 0.01961 0.001700 NaN
12 12 901028 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087 NaN
13 13 86409 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980 NaN
14 14 91813701 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787 NaN
15 15 879804 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472 NaN
16 16 909220 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830 NaN
17 17 903507 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232 NaN
18 18 909445 17.270 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.043080 0.01594 0.003739 NaN
19 19 868682 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588 NaN
20 20 881972 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336 NaN
21 21 84458202 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412 NaN
22 22 8711003 12.250 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.015620 0.01799 0.002484 NaN
23 23 874217 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087 NaN
24 24 862722 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100 NaN
25 25 87106 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619 NaN
26 26 853401 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560 NaN
27 27 91903901 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671 NaN
28 28 857156 13.490 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.013820 0.01641 0.001956 NaN
29 29 892399 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971 NaN
30 30 91505 12.540 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.015670 0.02801 0.002480 NaN
31 31 857637 19.210 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.023060 0.01852 0.002608 NaN
32 32 894604 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596 NaN
33 33 885429 19.730 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.050570 0.01467 0.007259 NaN
34 34 878796 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195 NaN
35 35 88350402 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794 NaN
36 36 888264 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578 NaN
37 37 89812 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118 NaN
38 38 8911230 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627 NaN
39 39 915276 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480 NaN
40 40 8711002 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479 NaN
41 41 888570 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838 NaN
42 42 881861 12.830 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.038580 0.01680 0.005617 NaN
43 43 87163 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868 NaN
44 44 911202 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638 NaN
45 45 871122 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530 NaN
46 46 905686 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272 NaN

Dropping Columns¶

In [135]:
Misclassified_Results_of_KNN_Model_x = Misclassified_Results_of_KNN_Model_x.drop(['Unnamed: 32','id'], axis = 1)
In [136]:
#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_KNN_Model_x,Misclassified_Results_of_KNN_Model_y,test_size=0.2,random_state=0)
In [137]:
x_train_miss
Out[137]:
Unnamed: 0 radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se
27 27 11.670 20.02 0.10160 0.09453 0.1859 0.06461 0.2067 0.8745 0.005251 0.017270 0.01449 0.002671
32 32 10.250 16.18 0.10610 0.11110 0.1743 0.07279 0.3677 1.4710 0.010490 0.042650 0.02719 0.007596
29 29 10.510 23.09 0.10150 0.06797 0.1695 0.06556 0.2868 1.1430 0.010170 0.014430 0.03464 0.001971
43 43 13.430 19.63 0.09048 0.06288 0.1598 0.05671 0.4697 1.1470 0.006003 0.010630 0.01520 0.001868
2 2 10.080 15.11 0.09267 0.04695 0.1703 0.06048 0.4245 1.2680 0.014390 0.012000 0.02538 0.003470
45 45 12.060 12.74 0.09311 0.05241 0.1590 0.05907 0.1822 0.7285 0.005528 0.009789 0.01465 0.002530
26 26 18.630 25.11 0.10640 0.18870 0.2183 0.06197 0.8307 1.4660 0.006248 0.033740 0.02007 0.004560
15 15 9.876 17.27 0.10890 0.07232 0.1934 0.06285 0.2137 1.3420 0.009719 0.012490 0.02210 0.002472
25 25 11.150 13.08 0.09754 0.05113 0.1830 0.06105 0.2251 0.7815 0.009019 0.008985 0.02388 0.001619
16 16 14.040 15.98 0.08458 0.05895 0.1714 0.05898 0.3892 1.0460 0.007976 0.012950 0.02005 0.002830
40 40 13.150 15.34 0.09384 0.08498 0.1822 0.06207 0.2710 0.7927 0.008584 0.020170 0.02769 0.003479
20 20 17.050 19.08 0.11410 0.15720 0.2131 0.06325 0.2959 0.6790 0.005532 0.020080 0.01177 0.002336
41 41 17.290 22.13 0.08999 0.12730 0.2108 0.05464 0.8348 1.6330 0.006717 0.059810 0.02747 0.005838
8 8 13.530 10.94 0.12910 0.10470 0.2403 0.06641 0.4101 1.0140 0.013400 0.028390 0.02572 0.006164
13 13 14.260 19.65 0.07837 0.22330 0.1704 0.07769 0.3628 1.4900 0.005298 0.074460 0.02566 0.012980
5 5 11.300 18.19 0.09592 0.13250 0.2054 0.07669 0.2428 1.6420 0.006663 0.059140 0.01995 0.008675
17 17 15.490 19.97 0.11600 0.15620 0.1929 0.06744 0.6470 1.3310 0.007269 0.029280 0.01852 0.004232
34 34 23.290 26.67 0.11410 0.20840 0.2200 0.06229 0.5539 1.5600 0.009327 0.051210 0.02175 0.005195
14 14 13.460 18.75 0.10750 0.11380 0.1723 0.06317 0.1998 0.6068 0.004413 0.014430 0.01354 0.001787
37 37 23.510 24.27 0.10690 0.12830 0.1797 0.05506 1.0090 0.9245 0.006292 0.019710 0.01479 0.003118
7 7 23.210 26.97 0.09509 0.16820 0.1909 0.06309 1.0580 0.9635 0.006428 0.028630 0.01590 0.003053
38 38 11.330 14.16 0.09379 0.03872 0.1954 0.05821 0.2375 1.2800 0.008426 0.008998 0.02358 0.001627
1 1 10.860 21.48 0.07431 0.04227 0.1661 0.05948 0.3163 1.3040 0.009579 0.011040 0.03004 0.002228
12 12 13.870 16.21 0.08743 0.05492 0.1424 0.05883 0.2543 1.3630 0.005638 0.007939 0.01544 0.002087
35 35 13.640 15.60 0.09423 0.06630 0.1717 0.05660 0.3242 0.6612 0.006470 0.012480 0.01898 0.001794
24 24 6.981 13.43 0.11700 0.07568 0.1930 0.07818 0.2241 1.5080 0.010190 0.010840 0.02659 0.004100
6 6 11.540 10.72 0.08597 0.05969 0.1833 0.06100 0.1312 0.3602 0.004124 0.013400 0.02032 0.001952
23 23 18.310 18.58 0.08588 0.08468 0.1621 0.05425 0.2577 0.4757 0.002866 0.009181 0.01069 0.001087
36 36 17.350 23.06 0.08662 0.06290 0.1564 0.05307 0.4007 1.3170 0.005726 0.011060 0.01411 0.001578
21 21 13.710 20.83 0.11890 0.16450 0.2196 0.07451 0.5835 1.3770 0.008805 0.030290 0.01486 0.005412
19 19 11.430 15.39 0.09639 0.06889 0.1734 0.05865 0.1759 0.9938 0.005133 0.015210 0.01501 0.001588
9 9 11.850 17.46 0.08372 0.05642 0.1875 0.05715 0.2070 1.2380 0.007595 0.015000 0.01792 0.001784
39 39 9.676 13.14 0.12550 0.22040 0.2057 0.09575 0.2744 1.3900 0.021770 0.048880 0.02632 0.011480
46 46 11.890 21.17 0.09773 0.08120 0.2019 0.06290 0.2747 1.2030 0.009895 0.030530 0.02258 0.002272
3 3 13.200 15.82 0.08511 0.05251 0.1632 0.05894 0.1903 0.5735 0.003632 0.007861 0.01344 0.002585
0 0 10.050 17.53 0.10070 0.07326 0.1890 0.06331 0.2619 2.0150 0.007803 0.014490 0.02100 0.002778
44 44 12.620 17.15 0.08583 0.05430 0.1799 0.05826 0.1692 0.6674 0.003888 0.008539 0.01608 0.001638
In [138]:
x_test_miss
Out[138]:
Unnamed: 0 radius_mean texture_mean smoothness_mean compactness_mean symmetry_mean fractal_dimension_mean radius_se texture_se smoothness_se compactness_se symmetry_se fractal_dimension_se
28 28 13.49 22.30 0.08752 0.07698 0.1809 0.05718 0.2338 1.3530 0.004455 0.01382 0.01641 0.001956
33 33 19.73 19.82 0.10620 0.18490 0.1733 0.06697 0.7661 0.7800 0.008482 0.05057 0.01467 0.007259
30 30 12.54 16.32 0.11580 0.10850 0.1943 0.06612 0.2577 1.0950 0.009702 0.01567 0.02801 0.002480
4 4 13.11 22.54 0.10020 0.14830 0.1850 0.07310 0.1931 0.9223 0.005251 0.03041 0.02514 0.004198
18 18 17.27 25.42 0.08331 0.11090 0.1467 0.05407 0.5100 1.6790 0.008109 0.04308 0.01594 0.003739
11 11 16.69 20.20 0.07497 0.07112 0.1846 0.05325 0.2473 0.5679 0.002667 0.01446 0.01961 0.001700
42 42 12.83 22.33 0.10880 0.17990 0.2123 0.07254 0.3061 1.0690 0.006983 0.03858 0.01680 0.005617
31 31 19.21 18.57 0.10530 0.12670 0.1917 0.05961 0.7275 1.1930 0.006458 0.02306 0.01852 0.002608
22 22 12.25 17.94 0.08654 0.06679 0.1970 0.06228 0.2200 0.9823 0.005518 0.01562 0.01799 0.002484
10 10 20.13 28.25 0.09780 0.10340 0.1752 0.05533 0.7655 2.4630 0.005769 0.02423 0.01898 0.002498
In [139]:
y_train_miss
Out[139]:
27    B
32    B
29    B
43    M
2     B
45    B
26    M
15    B
25    B
16    B
40    B
20    M
41    M
8     B
13    B
5     B
17    M
34    M
14    B
37    M
7     M
38    B
1     B
12    B
35    B
24    B
6     B
23    M
36    M
21    M
19    B
9     B
39    B
46    B
3     B
0     B
44    B
Name: diagnosis, dtype: object
In [140]:
y_test_miss
Out[140]:
28    B
33    M
30    B
4     B
18    M
11    M
42    M
31    M
22    B
10    M
Name: diagnosis, dtype: object
In [141]:
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)
Out[141]:
RandomForestClassifier()
In [142]:
y_pred_Misclassified_Results_of_KNN_Model = rfc.predict(x_test_miss)
In [143]:
y_pred_Misclassified_Results_of_KNN_Model
Out[143]:
array(['B', 'M', 'B', 'B', 'M', 'M', 'B', 'M', 'B', 'M'], dtype=object)
In [144]:
print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_KNN_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_KNN_Model))
              precision    recall  f1-score   support

           B       0.80      1.00      0.89         4
           M       1.00      0.83      0.91         6

    accuracy                           0.90        10
   macro avg       0.90      0.92      0.90        10
weighted avg       0.92      0.90      0.90        10

[[4 0]
 [1 5]]
In [ ]: